ELI5
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  • Overview
  • Tutorials
  • Supported Libraries
  • Inspecting Black-Box Estimators
  • API
  • Contributing
  • Changelog
ELI5
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Welcome to ELI5’s documentation!¶

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ELI5 is a Python library which allows to visualize and debug various Machine Learning models using unified API. It has built-in support for several ML frameworks and provides a way to explain black-box models.

  • Overview
    • Installation
    • Features
    • Basic Usage
    • Why?
    • Architecture
  • Tutorials
    • Debugging scikit-learn text classification pipeline
    • TextExplainer: debugging black-box text classifiers
    • Explaining XGBoost predictions on the Titanic dataset
    • Named Entity Recognition using sklearn-crfsuite
    • Explaining Keras image classifier predictions with Grad-CAM
  • Supported Libraries
    • scikit-learn
    • XGBoost
    • LightGBM
    • CatBoost
    • lightning
    • sklearn-crfsuite
    • Keras
  • Inspecting Black-Box Estimators
    • LIME
    • Permutation Importance
  • API
    • ELI5 top-level API
    • eli5.formatters
    • eli5.lightning
    • eli5.lime
    • eli5.sklearn
    • eli5.sklearn_crfsuite
    • eli5.xgboost
    • eli5.lightgbm
    • eli5.catboost
    • eli5.permutation_importance
    • eli5.keras
    • eli5.base
  • Contributing
    • Making releases
  • Changelog
    • 0.11.0 (2021-01-23)
    • 0.10.1 (2019-08-29)
    • 0.10.0 (2019-08-21)
    • 0.9.0 (2019-07-05)
    • 0.8.2 (2019-04-04)
    • 0.8.1 (2018-11-19)
    • 0.8 (2017-08-25)
    • 0.7 (2017-07-03)
    • 0.6.4 (2017-06-22)
    • 0.6.3 (2017-06-02)
    • 0.6.2 (2017-05-17)
    • 0.6.1 (2017-05-10)
    • 0.6 (2017-05-03)
    • 0.5 (2017-04-27)
    • 0.4.2 (2017-03-03)
    • 0.4.1 (2017-01-25)
    • 0.4 (2017-01-20)
    • 0.3.1 (2017-01-16)
    • 0.3 (2017-01-13)
    • 0.2 (2016-12-03)
    • 0.1.1 (2016-11-25)
    • 0.1 (2016-11-24)
    • 0.0.6 (2016-10-12)
    • 0.0.5 (2016-09-27)
    • 0.0.4 (2016-09-24)
    • 0.0.3 (2016-09-21)
    • 0.0.2 (2016-09-19)
    • 0.0.1 (2016-09-15)

License is MIT.

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© Copyright 2016-2017, Mikhail Korobov, Konstantin Lopuhin Revision b0b832a0.

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